I have used convolutional neural networks for create the model.
Code Requirements You can install Conda for python which resolves all the dependencies for machine learning. For this project you need to install Keras , Tensorflow , Numpy Libraries.
Python Implementation
- Dataset- DHCD (Devnagari Character Dataset)
- Images of size 32 X 32
- Convolutional Network Support added.
I have upload the model. Architecture of this model is given below
Architecture : CONV2D -->CONV2D--> MAXPOOL --> CONV2D-->CONV2D --> MAXPOOL -->DROPOUT-->FLATTEN-->FC -->Softmax
Accuracy of this model is ~98%
In this project I have upload the python code that will recognise the characters ad digits of Devanagari Lipi
Description : This code successfully recognises hindi characters and digits.